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HiPAD: A Unified Gait, Audio-Visual, and Personality Fusion Network for Depression Detection, with a Hierarchical Personality Ablation and the Calibration Limits of Domain-Adapted LLMs

Chlasta, Karol et al.
arXiv (All) · Papers
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62p1068t07computation-and-languagecomputer-vision-and-pattern-recognitioni-2-6i-5-4j-3machine-learning
We present HiPAD, a single fusion network submitted to all six sub-tracks of the MPDD-AVG 2026 depression-detection challenge, covering the Elder and Young cohorts and three modality sets (gait, audio-visual, and both), each combined with personality descriptions. The network encodes each available
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